{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from itertools import zip_longest\n",
    "import os\n",
    "from joblib import Parallel, delayed\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sensor_byid(df, start, end):\n",
    "    '''\n",
    "    描述：\n",
    "        绘制Current_1，Vibration_1的图像\n",
    "    '''\n",
    "    plt.figure(figsize=(16,6))\n",
    "    f = (df['id']>=start)&(df['id']<end)\n",
    "\n",
    "    plt.subplot(1,2,1)\n",
    "    df.loc[f,'Current_1'].plot()\n",
    "    plt.title('Current_1')\n",
    "\n",
    "    plt.subplot(1,2,2)\n",
    "    df.loc[f,'Vibration_1'].plot()\n",
    "    plt.title('Vibration_1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def check_for_nans_in_columns(df, columns=None):\n",
    "    '''\n",
    "    描述：\n",
    "        统计一个DataFrame的nans分布情况\n",
    "    '''\n",
    "    if columns is None:\n",
    "        columns = df.columns\n",
    "\n",
    "    if pd.isnull(df.loc[:, columns]).any().any():\n",
    "        if not isinstance(columns, list):\n",
    "            columns = list(columns)\n",
    "        result = df.loc[:, columns].columns[pd.isnull(df.loc[:, columns]).sum() > 0].tolist()\n",
    "    else:\n",
    "        result = []\n",
    "    return result\n",
    "\n",
    "def check_for_infs_in_columns(df, columns=None):\n",
    "    '''\n",
    "    描述：\n",
    "        统计一个DataFrame的inf分布情况\n",
    "    '''\n",
    "    if columns is None:\n",
    "        columns = df.columns\n",
    "\n",
    "    if np.isinf(df.loc[:, columns]).any().any():\n",
    "        if not isinstance(columns, list):\n",
    "            columns = list(columns)\n",
    "        result = df.loc[:, columns].columns[np.isinf(df.loc[:, columns]).sum() > 0].tolist()\n",
    "    else:\n",
    "        result = []\n",
    "    return result\n",
    "\n",
    "def gen_boxplot_bound(ser):\n",
    "    '''\n",
    "    描述：\n",
    "        输出箱线图的异常值边界,输出上下边界以及fillna()之后的结果\n",
    "    '''\n",
    "    ser = ser.fillna(method='pad')\n",
    "    tmp = ser.values.ravel()\n",
    "    q1 = np.percentile(tmp, 0.1)\n",
    "    q3 = np.percentile(tmp, 99.9)\n",
    "    iqr = q3 -q1\n",
    "    up_bound = q3 + 10*iqr\n",
    "    down_bound = q1 - 10*iqr\n",
    "    return up_bound, down_bound, ser\n",
    "    \n",
    "def check_for_outliers_in_columns(df, columns=None):\n",
    "    '''\n",
    "    描述：\n",
    "        统计一个DataFrame的、outliers分布情况\n",
    "    '''\n",
    "    if columns is None:\n",
    "        columns = df.columns\n",
    "    \n",
    "    result = []\n",
    "    \n",
    "    for col in columns:\n",
    "        up_bound, down_bound, ser = gen_boxplot_bound(df[col])\n",
    "        if ((ser<down_bound)|(ser>up_bound)).any():\n",
    "            result.append(col)\n",
    "    return result\n",
    "\n",
    "def check_parallel(train_no, csv_nos, opt_func):\n",
    "    '''\n",
    "    描述：\n",
    "        并行统计多个sensor文件的nans分布情况\n",
    "    '''\n",
    "    input_dir = '../2.1preprocess_train_data/sensors/'\n",
    "    mydict = {}\n",
    "    def func(train_no, idx):\n",
    "        sensor = joblib.load(input_dir+'0%d/%d.lz4'%(train_no, idx))\n",
    "        return opt_func(sensor)\n",
    "        \n",
    "    result_list = Parallel(n_jobs=48, verbose=1)(delayed(func)(train_no, idx) for idx in range(1, csv_nos+1))\n",
    "    return {key:val for key,val in zip_longest(range(1, csv_nos+1), result_list)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### nans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done   2 out of  48 | elapsed:   28.8s remaining: 11.0min\n",
      "[Parallel(n_jobs=48)]: Done  48 out of  48 | elapsed:   45.3s finished\n",
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done   2 out of  48 | elapsed:   34.6s remaining: 13.3min\n",
      "[Parallel(n_jobs=48)]: Done  48 out of  48 | elapsed:   44.6s finished\n",
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done  18 out of  37 | elapsed:   33.6s remaining:   35.4s\n",
      "[Parallel(n_jobs=48)]: Done  37 out of  37 | elapsed:   33.8s finished\n"
     ]
    }
   ],
   "source": [
    "nans_result_01 = check_parallel(1, 48, check_for_nans_in_columns)\n",
    "nans_result_02 = check_parallel(2, 48, check_for_nans_in_columns)\n",
    "nans_result_03 = check_parallel(3, 37, check_for_nans_in_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./train_clean_condition/nans_condition_tuple']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if not os.path.exists('./train_clean_condition'):\n",
    "    os.mkdir('./train_clean_condition')\n",
    "joblib.dump((nans_result_01, nans_result_02, nans_result_03), './train_clean_condition/nans_condition_tuple')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### infs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done   2 out of  48 | elapsed:    0.9s remaining:   20.3s\n",
      "[Parallel(n_jobs=48)]: Done  48 out of  48 | elapsed:    1.3s finished\n",
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done   2 out of  48 | elapsed:    0.8s remaining:   19.1s\n",
      "[Parallel(n_jobs=48)]: Done  48 out of  48 | elapsed:    1.3s finished\n",
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done  18 out of  37 | elapsed:    0.9s remaining:    0.9s\n",
      "[Parallel(n_jobs=48)]: Done  37 out of  37 | elapsed:    1.0s finished\n"
     ]
    }
   ],
   "source": [
    "inf_result_01 = check_parallel(1, 48, check_for_infs_in_columns)\n",
    "inf_result_02 = check_parallel(2, 48, check_for_infs_in_columns)\n",
    "inf_result_03 = check_parallel(3, 37, check_for_infs_in_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./train_clean_condition/infs_condition_tuple']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if not os.path.exists('./train_clean_condition'):\n",
    "    os.mkdir('./train_clean_condition')\n",
    "joblib.dump((inf_result_01, inf_result_02, inf_result_03), './train_clean_condition/infs_condition_tuple')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### naive_outliers(去除绝对值接近极限的异常值)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done   2 out of  48 | elapsed:    0.9s remaining:   21.8s\n",
      "[Parallel(n_jobs=48)]: Done  48 out of  48 | elapsed:    1.6s finished\n",
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done   2 out of  48 | elapsed:    0.8s remaining:   17.7s\n",
      "[Parallel(n_jobs=48)]: Done  48 out of  48 | elapsed:    1.7s finished\n",
      "[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
      "[Parallel(n_jobs=48)]: Done  18 out of  37 | elapsed:    1.1s remaining:    1.1s\n",
      "[Parallel(n_jobs=48)]: Done  37 out of  37 | elapsed:    1.2s finished\n"
     ]
    }
   ],
   "source": [
    "outlier_result_01 = check_parallel(1, 48, check_for_outliers_in_columns)\n",
    "outlier_result_02 = check_parallel(2, 48, check_for_outliers_in_columns)\n",
    "outlier_result_03 = check_parallel(3, 37, check_for_outliers_in_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./train_clean_condition/outliers_condition_tuple']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump((outlier_result_01, outlier_result_02, outlier_result_03), './train_clean_condition/outliers_condition_tuple')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 查看那一台设备的第几块文件存在异常值\n",
    "# outlier_result_01"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检查naive_outliers的结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(182.96714278552747, -182.61940789133843)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sensor_01_2\n",
    "sensor_01_2 = joblib.load('../2.1preprocess_train_data/sensors/01/2.lz4')\n",
    "\n",
    "up_bound, down_bound, ser = gen_boxplot_bound(sensor_01_2['Vibration_3'])\n",
    "up_bound, down_bound"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     1.548798e+06\n",
       "mean               inf\n",
       "std                inf\n",
       "min     -1.731969e+308\n",
       "25%      -9.281607e-01\n",
       "50%       5.127751e-03\n",
       "75%       9.286588e-01\n",
       "max      1.614959e+308\n",
       "Name: Vibration_2, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sensor_01_2['Vibration_2'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.sensor_01"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## sensor_01_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "sensor_01_1 = joblib.load('../2.1preprocess_train_data/sensors_id_sort/01/1.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f727676aa20>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kJTWZCJxzpza23MyuBM4ERjnnar+w1wE9I1br4ZXRSLlIy5mFk0E8p5oIqEUgqSnao4ZGAzcDZzvnIs+0mQFcbGZZZtYbOBL4CCgCjjSz3maWSXhAeUY0MYjUCWTEd/K5oC5kL6mpyRZBEx4BsoA3zAxgrnPuWufcEjP7K7CUcJfRT50Lt9nNbBwwCwgCU5xzS6KMQSTMgnHuGgpqviFJSVElAufcEY0suxe4t57y14DYzwMgEgjC8lnQYyj0Ozv22w8GcfEcjBbxic4sltRx1GjYthrmPh6XzVsgwN6Fn7Dhzruo2rIlLnWI+CHariGR1uP8p+CZMVC5Ny6bb3vSSex4/XW2TZtGVelXZB15JADB3PbkX3F53eR0IslGiUBSi8XvIjVdbrmZzjf+gpXfO5Ndb81h11tzwDlwjpxhQ2lz9NFxqVck3pQIJLUE4nvZSsvI4PBZM+ue73r/fdb86BpcWVnc6hSJN40RSGqJ84Xsv1FdVhYArqIiYXWKxJoSgaQWC8R3mon9q/MSQU15ecLqFIk1JQJJLXG+kP3+LDMTgC1Tnmb73/+esHpFYkljBJJa4nxS2f5C3XuQ3a8fexctoqq0lIPGaDJdST5qEUhqifNg8f6C7drS+5WXyR05EqoS1xIRiSUlAkkt8Z5vqCEZOutYkpcSgaSWBHcN1VUb0DxEkryUCCS1BIKwcwM8PBCWJnBi2wzNTCrJS4lAUsvgy2DAxbB9Laz5MGHVWkCXsZTkpaOGJLX0HBK+ffrPxB5GmhHUhe0laalFIKkpEEjsoHFAg8WSvJQIJDUFMhLbIggGdfioJC0lAklNCU4EumiNJDMlAklNgQxwCZxzKBjAVVSw7eWXcc4lrF6RWFAikNSU4DmHQr16QXU1G267nfLlKxJWr0gs6KghSU1xvEBNfTpccAGhrl1Z8+OxVHxeQjC33X7xWMPP91/G/uvu/9JGttWS53HdtjWyKLZ1feNfFbk8GMQC+t3bECUCSU2JHiMAQl27ArDuFzcmtF5pnowuXci78ALanfxt2vQ/xu9wWhVLhv7MwsJCV1xc7HcYkkweOwG+XAo/eRe6DUhIlc45ds2eTfX2HZGl+6+0z/oNLavvpfsub/y1jW670e3W8zzyBU3W08i2G9tuU9uOMuYdb7xB+dJldUVd77qLDhdfRKozs3nOucKm1lOLQFJTLy8RzP8zfO+hhFRpZuSeempC6pID0+m663A1NWx97nk2T5rElw8+SLuRI8nokFd3TYl0pk4zSU1n/h7adUl495C0XhYIkH/5ZXS67lpqdu2i5NvfZvWPx/odVqugFoGkLkvstQkkOeRdcAHBvDy2vTKdii++8DucVkEtAkldCb5IjSSHYPv25H3/+7Q55hiqNm7ky4kT/Q7Jd0oEkros4Mu1CSQ55J5+GgDbXn7Z50j8p0Qgqcuvq5VJUsg59lg6XHYZrqzc71B8p0QgqSvBZxdL8glkZ1Ozdy/VO3ak9YWFlAgkdfl02UpJHoF27aCqiuVDh7F23M/8Dsc3OmpIUlcgAzQjqDQi74LzCeTksH36dCpWrfI7HN+oRSCpK6DBYmlcRn4++ZddSlbfPtTs2eN3OL5RIpDUleCJ5yR5BbLbULVpEztmzvQ7FF8oEUjqCmTA6rnw+Ekw/1m/o5FWrM2gQQB8+WBipiNpbZQIJHUVXg29vw1bV8GKWX5HI63YQWedSd6FF1JTXuZ3KL5QIpDUNegSuOQF6FCgQWNpUqBNdtqeU6BEIKlPg8bSDJaVTc3u3ay7+WbKli/3O5yEikkiMLMbzcyZWSfvuZnZJDMrMbOFZnZsxLpXmNkK73ZFLOoXaZQGjaUZcoYMIbOggB0zXmVnmg0aR50IzKwncBqwOqL4DOBI7zYWeNxbNx+4ExgGDAXuNLMO0cYg0ihNPifN0G74SRz+2j+xNm2o2ZteYwWxaBH8P+Bm9r2G0BjgGRc2F8gzs27A6cAbzrktzrmtwBvA6BjEINKwQIa6hqTZAtnZuDQbNI4qEZjZGGCdc+6T/RZ1B9ZEPF/rlTVUXt+2x5pZsZkVb968OZowJd1ZUIPF0myBNm3YNv1vbLjzrm9eijNFNTnFhJm9CXStZ9FtwK8IdwvFnHPuCeAJCF+zOB51SJoIBKCqwu8oJEl0+tnP2HDrrWybNo1t06YBEOzQgbbDT6Lt8SeQM6SQQE4Owfx8zMznaGOjyUTgnKv3Iqxm1h/oDXzi7YwewHwzGwqsA3pGrN7DK1sHjNiv/N8tiFuk+TT5nByAvHPPoe3QIWx/9VVcVTVly5ZRXrKCHTNeZceMV+vWs8xMMg4+GDKCWDADCwYhI3xvwSCWmYmFQhDKwEIhLCNEICsTa9MGywiFy7KzCGS3wTIysFAGZGSEn2eFX2uhEMG8PHIGD47rv7nFk8455xYBnWufm9kqoNA595WZzQDGmdmLhAeGtzvnNpjZLOC+iAHi04BbWxy9SHPougRygELdu9Pp2mv3KavcsIG9ixdTs2s31Vu3Url+PTU7d+Kqq3HVVVBV/fXjyipcRQU1u3fjqqpwlZW4qipqyvbiysq/Lisvb7LbMnvgAHp7LZN4idfso68B3wVKgD3AVQDOuS1mdg9Q5K33f51zW+IUg0hYIAjrF0DZdsg+yO9oJEmFunUj1K1bTLfpamrCCaGyCqpqk0UZrqIiXF5RiWVmxrTO+sQsETjnCiIeO+CnDaw3BZgSq3pFmpTVHnDw6vVwwVS/oxGpY4EAlpUFWVm+xqEziyX1nfFA+L5su79xiLRSSgSS+nLyoefxOrtYpAFKBJIedLUykQYpEUh6CATUIhBpgBKBpAdNMyHSICUCSQ+agVSkQUoEkh50UplIg5QIJD0EguA0WCxSHyUCSQ8BdQ2JNESJQNKDBWHPFlj4ElSm11zzIk1RIpD00P4Q2P0lvHINrJjldzQirYoSgaSH79wDV3sJoGKPv7GItDJKBJIeAgFo710MT2MFIvtQIpD0EQyF72sq/Y1DpJVRIpD0EfBmXdf5BCL7UCKQ9BEIhu+r1SIQiRSvK5TFXWVlJWvXrqWsTIcC+ik7O5sePXoQCoX8DqVpgdquIY0RiERK2kSwdu1acnNzKSgowMz8DictOecoLS1l7dq19O7d2+9wmlbXNaQWgUikpE0EZWVlSgI+MzM6duzI5s2b/Q6leWoTwYd/hCXT/Ymh5zD43kP+1C3SgKRNBICSQCuQVO9BMANOvB6+WuFP/ZuWwKKXlAik1UnqRCBywL7zf/2r+1+3w0dP+le/SAN01FCCTJ48mWeeeeaAXjNixAiKi4sBKCgo4Kuvvjrgelv6uv1NnTqVcePGRb2dtBbMgupyv6MQ+Qa1CBLk2muv9TsE8VtGVngq7OqqcDeVSCuREp/Gu19dwtL1O2K6zX6HtOfOs45udJ3du3dz4YUXsnbtWqqrq/n1r3/NLbfcwoUXXsjrr79OmzZteOGFFzjiiCO46667aNeuHb/85S8ZMWIEw4YNY86cOWzbto2nnnqK4cOHs3fvXq666io++eQT+vTpw969e+ut97nnnmPSpElUVFQwbNgwHnvsMYLBYJP/pt///vdMmTIFgGuuuYbx48cDcM4557BmzRrKysq4/vrrGTt2LABPP/00999/P3l5eQwcOJCsrKwD2YWyv2Bm+H79Aug5xN9YRCKoaygKM2fO5JBDDuGTTz5h8eLFjB49GoCDDjqIRYsWMW7cuLov2/1VVVXx0UcfMXHiRO6++24AHn/8cXJycli2bBl333038+bN+8brli1bxrRp03j//ff5+OOPCQaDPP/8803GOm/ePJ5++mk+/PBD5s6dy5/+9CcWLFgAwJQpU5g3bx7FxcVMmjSJ0tJSNmzYwJ133sn777/Pe++9x9KlS1u6m6TWQT3C969e728cIvtJiRZBU7/c46V///7ceOON3HLLLZx55pkMHz4cgEsuuaTu/oYbbqj3teeddx4Axx13HKtWrQLgnXfe4ec//zkAAwYMYMCAAd943ezZs5k3bx5DhoR/Ue7du5fOnTs3Get7773HueeeS9u2bevqf/fddxk8eDCTJk1i+vTw4ZRr1qxhxYoVbNy4kREjRnDwwQcDcNFFF7F8+fJm7RdpQP/z4ZMXYeNC2LLS72iSX5t8aJPndxQpISUSgV+OOuoo5s+fz2uvvcbtt9/OqFGjgH0PqWzo8MrabpZgMEhVVfPPdHXOccUVV3D//fdHEfnX/v3vf/Pmm2/ywQcfkJOTw4gRI3S2djx1ORpK3oBJg/2OJPll58H4RRDK0ZhLlLT3orB+/Xry8/O59NJLycvL48knw4cGTps2jQkTJjBt2jROOOGEZm/v5JNP5oUXXuCUU05h8eLFLFy48BvrjBo1ijFjxnDDDTfQuXNntmzZws6dOzn00EMb3fbw4cO58sormTBhAs45pk+fzrPPPsvq1avp0KEDOTk5fPrpp8ydOxeAYcOGcf3111NaWkr79u156aWXGDhw4AHsHanXideHk4GunxydNR9B8VPw256Q0xHGL4bMHL+jSlpKBFFYtGgRN910E4FAgFAoxOOPP87555/P1q1bGTBgAFlZWfzlL39p9vauu+46rrrqKvr27Uvfvn057rjjvrFOv379+M1vfsNpp51GTU0NoVCIRx99tMlEcOyxx3LllVcydOhQIDxYPHjwYPr168fkyZPp27cv3/rWtzj++OMB6NatG3fddRcnnHACeXl5DBo06AD2jDQoJx8GXOh3FMmvz/eg05Hwxfuw7FUo265EEAVzzvkdQ5MKCwtd7fH0tZYtW0bfvn19iqhhBQUFFBcX06lTJ79DSZjW+l5IGpj/DMz4Gdyw5OvBeKljZvOcc4VNraejhkQkedVNJKgZZaOhrqEYqz0CKNGGDRtGefm+Z60+++yz9O/f35d4RBLCvPNndLGhqCgRpIgPP/zQ7xBEEi+gRBAL6hoSkeSlrqGYUCIQkeRV1yJQIoiGEoGIJK/aFoFT11A0lAhEJHnVdQ0pEUQj6kRgZj8zs0/NbImZ/S6i/FYzKzGzz8zs9Ijy0V5ZiZlNiLZ+EUlj5n2FFemCP9GIKhGY2UhgDDDQOXc08KBX3g+4GDgaGA08ZmZBMwsCjwJnAP2AS7x1k1JRUREDBgygrKyM3bt3c/TRR7N48WK/wxJJH128CSfXFvkbR5KL9vDR64DfOufKAZxzX3rlY4AXvfL/mFkJMNRbVuKcWwlgZi9660Y3x/HrE2Djoqg28Q1d+8MZv210lSFDhnD22Wdz++23s3fvXi699FKOOeaY2MYhIg3L7QrHnA/r5/sdSVKLNhEcBQw3s3uBMuCXzrkioDswN2K9tV4ZwJr9yofVt2EzGwuMBejVq1eUYcbPHXfcwZAhQ8jOzmbSpEl+hyOSfgJBjRFEqclEYGZvAl3rWXSb9/p84HhgCPBXMzssFoE5554AnoDwXEONrtzEL/d4Ki0tZdeuXVRWVlJWVlY337+IJIgFNZtrlJpMBM65UxtaZmbXAa+48Mx1H5lZDdAJWAf0jFi1h1dGI+VJ6Sc/+Qn33HMP//nPf7jlllt45JFH/A5JJL0EgjqPIErRHjX0N2AkgJkdBWQCXwEzgIvNLMvMegNHAh8BRcCRZtbbzDIJDyjPiDIG3zzzzDOEQiF+8IMfMGHCBIqKinjrrbf8DkskvahrKGrRjhFMAaaY2WKgArjCax0sMbO/Eh4ErgJ+6lz4jA8zGwfMAoLAFOfckihj8M3ll1/O5ZdfDoSvNKb5fkR8YEGdUBalqBKBc64CuLSBZfcC99ZT/hrwWjT1iojUCWSoayhKOrNYRJJbIAg1GiyOhhKBiCQ3C6hrKEpKBCKS3AJBqK6EbWvC93LAlAhEJLmFcqCmEiYeAy9d6Xc0SUlXKBOR5DZ0LBzUEz54BHZu9DuapKQWgYgkt5x8GPxDOKiHxgpaSIlARFKD6QzjllIiiMIdd9zBxIkT657fdtttPPzwwz5GJJLGdBhpi6XEGMEDHz3Ap1s+jek2++T34ZahtzS6ztVXX815553H+PHjqamp4cUXX+Sjjz6KaRwi0kyac6jFUiIR+KWgoICOHTuyYMECNm3axODBg+nYsaPfYYmkp0BVB1poAAAJUElEQVSGxghaKCUSQVO/3OPpmmuuYerUqWzcuJGrr77atzhE0p7GCFpMYwRROvfcc5k5cyZFRUWcfvrpTb9AROIjkKExghZKiRaBnzIzMxk5ciR5eXkEg0G/wxFJX4GAWgQtpEQQpZqaGubOnctLL73kdygi6U1jBC2mrqEoLF26lCOOOIJRo0Zx5JFH+h2OSHoLZMCuTfDBo35HknTUIohCv379WLlypd9hiAjA4Mug6ElY/QGc8FO/o0kqahGISGo4ZBB07Q/VGic4UEoEIpI6AqHwTKRyQJQIRCR1BEO6JkELKBGISOoIhHQIaQsoEYhI6ghmqEXQAjpqSERSRyAE5Ttg4+LwczPAvHsaeGwR63IA69azvE0+ZGS2LPbt66ByD7TvDpk5LdtGCykRRGHy5MlMnjwZgO3bt1NQUMCcOXN8jkokjWXlwuZPYfKJ/tQfzAwfudRvDAy4GHK7NP2aLz6A9x+G5a9/XXb6fQk9BNaccwmrrKUKCwtdcXHxPmXLli2jb9++AGy87z7Kl8V2Guqsvn3o+qtfNWvdyspKTjnlFG6++WbOOuusmMaRDCLfCxFf7dwIaz4CHNR9tzX0GO+x2/dxo69zDb+uugo++ANsWx0ub9MBxhVD204Nx7u7FP5yMawtCieRghNh3Xwo3wk/XwDtDwkPgLeQmc1zzhU2tZ5aBDFw/fXXc8opp6RlEhBpVXK7Qr+z/at/6I+hqhyeGQNr5sLHL8DAS6Ddwd9ct/Rz+MNxgAu3Hs77Y7i8+Gn4x3h4eAAcfS5cMDXuYadEImjuL/d4mDp1Kl988QWPPPKIbzGISCthBqFsuPIfcG83eOPX4du5T8DAi75ez7mvWy4n3wTHXfX1sgEXQigHPngElkyHE8eHT5aLIx01FIV58+bx4IMP8txzzxEIaFeKiCcYgktfhjMnhgewP5wMa4q+Xr74ZfjbteHHgy+Fg7p/vSyzbThp9BwWfv7PG+Mebkq0CPzyyCOPsGXLFkaOHAlAYWEhTz75pM9RiUircNi3w7eSN+Gz1+Gte+DbN8P8Z2HjovA6l/0NOhTU//pT7woPOmflxj1UJYIoPP30036HICKt3cXPwwsXh48K+s/b4bLcbtD/Qjh8ZMOvy2oHvYcnJEQlAhGReDt7Eqx8G5bNgPzDwr/2685B8J8SgYhIvLXrDAMuCN9aIY1wioikuaROBMlwMlyq03sgkvySNhFkZ2dTWlqqLyIfOecoLS0lOzvb71BEJApJO0bQo0cP1q5dy+bNm/0OJa1lZ2fTo0cPv8MQkSgkbSIIhUL07t3b7zBERJJe0nYNiYhIbCgRiIikOSUCEZE0lxTXIzCzzcAXUWyiE/BVjMKJFcXUPK0xJmidcSmm5kmnmA51ztUzB/a+kiIRRMvMiptzcYZEUkzN0xpjgtYZl2JqHsX0TeoaEhFJc0oEIiJpLl0SwRN+B1APxdQ8rTEmaJ1xKabmUUz7SYsxAhERaVi6tAhERKQBKZ0IzGy0mX1mZiVmNiGB9fY0szlmttTMlpjZ9V75XWa2zsw+9m7fjXjNrV6cn5nZ6XGKa5WZLfLqLvbK8s3sDTNb4d138MrNzCZ5MS00s2PjFNO3IvbHx2a2w8zGJ3pfmdkUM/vSzBZHlB3wvjGzK7z1V5jZFXGI6b/N7FOv3ulmlueVF5jZ3oj9NTniNcd573uJF3dUV0RpIK4Dfr9i+ffZQEzTIuJZZWYfe+UJ2VeNfA/4+rmql3MuJW9AEPgcOAzIBD4B+iWo7m7Asd7jXGA50A+4C/hlPev38+LLAnp7cQfjENcqoNN+Zb8DJniPJwAPeI+/C7wOGHA88GGC3rONwKGJ3lfAycCxwOKW7hsgH1jp3XfwHneIcUynARne4wciYiqIXG+/7XzkxWle3GfEYV8d0PsV67/P+mLab/lDwB2J3FeNfA/4+rmq75bKLYKhQIlzbqVzrgJ4ERiTiIqdcxucc/O9xzuBZUD3Rl4yBnjROVfunPsPUEI4/kQYA/zZe/xn4JyI8mdc2Fwgz8y6xTmWUcDnzrnGTh6My75yzr0DbKmnrgPZN6cDbzjntjjntgJvAKNjGZNz7l/OuSrv6Vyg0alfvbjaO+fmuvC3yjMR/46YxdWIht6vmP59NhaT96v+QuAvjW0j1vuqke8BXz9X9UnlRNAdWBPxfC2NfxnHhZkVAIOBD72icV6zb0ptk5DExeqAf5nZPDMb65V1cc5t8B5vBLokOKZIF7PvH6uf+woOfN8kep9dTfgXZK3eZrbAzN42s9qrnnf34khETAfyfiVyXw0HNjnnVkSUJXRf7fc90Oo+V6mcCHxnZu2Al4HxzrkdwOPA4cAgYAPh5moineScOxY4A/ipmZ0cudD7FeTLYWRmlgmcDbzkFfm9r/bh576pj5ndBlQBz3tFG4BezrnBwC+AF8ysfQJDalXv134uYd8fGAndV/V8D9RpLZ+rVE4E64CeEc97eGUJYWYhwm/+8865VwCcc5ucc9XOuRrgT3zdpZGQWJ1z67z7L4HpXv2bart8vPsvExlThDOA+c65TV6Mvu4rz4Hum4TEZmZXAmcCP/S+SPC6Xkq9x/MI978f5dUf2X0Ur8/Wgb5fidpXGcB5wLSIWBO2r+r7HqAVfq5SOREUAUeaWW/v1+bFwIxEVOz1ST4FLHPO/T6iPLKP/Vyg9giHGcDFZpZlZr2BIwkPWsUyprZmllv7mPCg42Kv7tqjEK4A/h4R0+XekQzHA9sjmrPxsM+vNj/3VYQD3TezgNPMrIPXNXKaVxYzZjYauBk42zm3J6L8YDMLeo8PI7xfVnpx7TCz473P5eUR/45YxnWg71ei/j5PBT51ztV1+SRqXzX0PUAr/FzFbNS5Nd4Ij8IvJ5zxb0tgvScRbu4tBD72bt8FngUWeeUzgG4Rr7nNi/Mzojyqo4GYDiN8ZMYnwJLa/QF0BGYDK4A3gXyv3IBHvZgWAYVx3F9tgVLgoIiyhO4rwkloA1BJuA/2Ry3ZN4T77Uu821VxiKmEcH9x7edqsrfu97339WNgPnBWxHYKCX8xfw48gnciaYzjOuD3K5Z/n/XF5JVPBa7db92E7Csa/h7w9XNV301nFouIpLlU7hoSEZFmUCIQEUlzSgQiImlOiUBEJM0pEYiIpDklAhGRNKdEICKS5pQIRETS3P8HF375SGnftY8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_01 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_01_plc.lz4')\n",
    "plc_01_1 = plc_01[plc_01['csv_no']==1]\n",
    "plc_01_1[['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Vibration_1')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看Current_1，Vibration_1\n",
    "plt.figure(figsize=(16,6))\n",
    "f = (sensor_01_1['id']>=0)&(sensor_01_1['id']<2500)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "sensor_01_1.loc[f,'Current_1'].plot()\n",
    "plt.title('Current_1')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sensor_01_1.loc[f,'Vibration_1'].plot()\n",
    "plt.title('Vibration_1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Vibration_1')"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 模式发生了改变\n",
    "plt.figure(figsize=(16,6))\n",
    "f = (sensor_01_1['id']>=680)&(sensor_01_1['id']<710)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "sensor_01_1.loc[f,'Current_1'].plot()\n",
    "plt.title('Current_1')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sensor_01_1.loc[f,'Vibration_1'].plot()\n",
    "plt.title('Vibration_1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Vibration_1')"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 模式1\n",
    "plt.figure(figsize=(16,6))\n",
    "f = (sensor_01_1['id']>=200)&(sensor_01_1['id']<205)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "sensor_01_1.loc[f,'Current_1'].plot()\n",
    "plt.title('Current_1')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sensor_01_1.loc[f,'Vibration_1'].plot()\n",
    "plt.title('Vibration_1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Vibration_1')"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 模式2——正弦波\n",
    "plt.figure(figsize=(16,6))\n",
    "f = (sensor_01_1['id']>=2000)&(sensor_01_1['id']<2005)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "sensor_01_1.loc[f,'Current_1'].plot()\n",
    "plt.title('Current_1')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sensor_01_1.loc[f,'Vibration_1'].plot()\n",
    "plt.title('Vibration_1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_01_48"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2d2a2358>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_01_48 = joblib.load('../2.1preprocess_train_data/sensors/01/24.lz4')\n",
    "plc_01 = joblib.load('../../刀具剩余寿命预测_新数据/2.1preprocess_train_data/train_plc/train_01_plc.lz4')\n",
    "plc_01_48 = plc_01[plc_01['csv_no']==48]\n",
    "plc_01_48[['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_01_48 = plc[plc['csv_no']==48]\n",
    "plc_01_48[['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看Current_1，Vibration_1\n",
    "plot_sensor_byid(sensor_01_48, 0, 2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看局部\n",
    "plot_sensor_byid(sensor_01_48, 2000, 2001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_01_*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2bdd2198>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_01.loc[plc_01['csv_no'] <= 48,['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2bbb85f8>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_01.loc[plc_01['csv_no'] == 40,['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_01_40 = joblib.load('../2.1preprocess_train_data/sensors_id_sort/01/40.lz4')\n",
    "plot_sensor_byid(sensor_01_40,0,2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.sensor_02"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_02_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2ed796d8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_02_1 = joblib.load('../2.1preprocess_train_data/sensors/02/1.lz4')\n",
    "plc_02 = joblib.load('../../刀具剩余寿命预测_新数据/2.1preprocess_train_data/train_plc/train_02_plc.lz4')\n",
    "plc_02_1 = plc_02[plc_02['csv_no']==1]\n",
    "plc_02_1[['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看Current_1，Vibration_1\n",
    "plot_sensor_byid(sensor_02_1, 0, 2500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_02_*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2b875898>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_02.loc[plc_02['csv_no']<=15, ['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2b97e518>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_02.loc[plc_02['csv_no']==14, ['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_02_14 = joblib.load('../2.1preprocess_train_data/sensors/02/14.lz4')\n",
    "sensor_02_15 = joblib.load('../2.1preprocess_train_data/sensors/02/15.lz4')\n",
    "plot_sensor_byid(sensor_02_14, 0, 2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_02_42 = joblib.load('../2.1preprocess_train_data/sensors/02/42.lz4')\n",
    "plot_sensor_byid(sensor_02_42, 0, 2500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_03_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2b446ef0>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_03_1 = joblib.load('../2.1preprocess_train_data/sensors/03/1.lz4')\n",
    "plc_03 = joblib.load('../../刀具剩余寿命预测_新数据/2.1preprocess_train_data/train_plc/train_03_plc.lz4')\n",
    "plc_03 = correct_csv_no_03_plc(plc_03)\n",
    "plc_03.loc[plc_03['csv_no']==1,['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看Current_1，Vibration_1\n",
    "plot_sensor_byid(sensor_03_1, 0, 2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot_sensor_byid(sensor_03_1, 550, 600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_03_37"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2b301198>"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_03_37 = joblib.load('../2.1preprocess_train_data/sensors/03/37.lz4')\n",
    "plc_03 = joblib.load('../../刀具剩余寿命预测_新数据/2.1preprocess_train_data/train_plc/train_03_plc.lz4')\n",
    "plc_03_37 = plc_03[plc_03['csv_no']==37]\n",
    "plc_03_37[['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sensor_byid(sensor_03_37, 0, 2500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sensor_03_*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f2afdd048>"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_03.loc[plc_03['csv_no']<=37, ['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f1ef6d550>"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plc_03.loc[plc_03['csv_no']==8, ['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_03_1 = joblib.load('../2.1preprocess_train_data/sensors/03/1.lz4')\n",
    "plot_sensor_byid(sensor_03_1, 0, 2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_03_8 = joblib.load('../2.1preprocess_train_data/sensors/03/8.lz4')\n",
    "plot_sensor_byid(sensor_03_8, 0, 2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_03_37 = joblib.load('../2.1preprocess_train_data/sensors/03/37.lz4')\n",
    "plot_sensor_byid(sensor_03_37, 0, 2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
